Science Fair Projects Ideas - Non-linear control

All Science Fair Projects

      

Science Fair Project Encyclopedia for Schools!

  Search    Browse    Forum  Coach    Links    Editor    Help    Tell-a-Friend    Encyclopedia    Dictionary     

Science Fair Project Encyclopedia

For information on any area of science that interests you,
enter a keyword (eg. scientific method, molecule, cloud, carbohydrate etc.).
Or else, you can start by choosing any of the categories below.

Non-linear control

Non-linear control is a sub-division of control engineering which deals with the control of non-linear systems. Non-linear systems are those systems whose input-output behaviour is very much unpredictable. For linear systems, we have a lot of well-established control techniques like root-locus , Bode plot, Nyquist criterion , state-feedback , pole-placement etc.

Contents

Properties of non-linear systems

  • They do not follow the principle of superposition (linearity and homogenity).
  • They may have multiple isolated equilibrium points.
  • They exhibit properties like limit-cycle, bifurcation, chaos.
  • For a sinusoidal input, the output signal may contain many harmonics and sub-harmonics with various amplitudes and phase differences. While for a linear system, we know that for u= A sin(ωt), output y = B sin(ωt+ φ).

Analysis and control of non-linear systems

The Lur'e Problem

In this section, we will study the stability of an important class of control systems namely feedback systems whose forward path contains a linear time-invariant subsystem and whose feedback path contains a memory-less and possibly time-varying non-linearity. This class of problem is named for A. I. Lur'e .

alt text

The linear part is characterized by four matrices (A,B,C,D). The non-linear part is Φ ∈ [a,b], a<b, is a sector non-linearity.

Absolute stability problem

Given that

  1. (A,B) is controllable and (C,A) is observable
  2. two real numbers a,b with a<b.

The problem is to derive conditions involving only the transfer matrix H(.) and the numbers a,b, such that x=0 is a globally uniformly asymptotically stable equilibrium of the system (1)-(3) for every function Φ ∈ [a,b]. This is also known as Lure's problem.

We will discuss two main theorems concerning Lure's problem.

  • The Circle Criterion
  • The Popov Criterion.

Popov Criterion

The class of systems studied by Popov is described by

\begin{matrix} \dot{x}&=&Ax+bu \\ \dot{\xi}&=&u  \\ y&=&cx+d\xi \quad (1)  \end{matrix}

u = -\phi (y) \quad (2)

where x ∈ Rn, ξ,u,y are scalars and A,b,c,d have commensurate dimensions. The non-linear element Φ: R → R is a time-invariant nonlinearity belonging to open sector (0, ∞). This means that

Φ(0) = 0, y Φ(y) > 0, ∀ y ≠ 0; (3)

The transfer function from u to y is given by

h(s) = \frac{d}{s} + c(sI-A)^{-1}b \quad \quad (4)

Things to be noted

  • Popov criterion is applicable only to autonomous systems.
  • The system studied by Popov has a pole at the origin and there is no throughput from input to output.
  • Non-linearity Φ belongs to a open sector.

Theorem: Consider the system (1) and (2) and suppose

  1. A is Hurwitz
  2. (A,b) is controllable
  3. (A,c) is observable
  4. d>0 and
  5. Φ ∈ (0,∞)

then the above system is globally asymptotically stable if there exists a number r>0 such that
infω ∈ R Re[(1+jωr)h(j&omega)] > 0

References

  • A. I. Lur'e and V. N. Postnikov, "On the theory of stability of control systems," Applied mathematics and mechanics, 8(3), 1944, (in Russian).
  • M. Vidyasagar, Nonlinear Systems Analysis, second edition, Prentice Hall, Englewood Cliffs, New Jersey 07632.

See also

09-23-2007 01:00:40
The contents of this article is licensed from www.wikipedia.org under the GNU Free Documentation License. Click here to see the transparent copy and copyright details
Science kits, science lessons, science toys, maths toys, hobby kits, science games and books - these are some of many products that can help give your kid an edge in their science fair projects, and develop a tremendous interest in the study of science. When shopping for a science kit or other supplies, make sure that you carefully review the features and quality of the products. Compare prices by going to several online stores. Read product reviews online or refer to magazines.

Start by looking for your science kit review or science toy review. Compare prices but remember, Price $ is not everything. Quality does matter.
Science Fair Coach
What do science fair judges look out for?
ScienceHound
Science Fair Projects for students of all ages
All Science Fair Projects.com Site
All Science Fair Projects Homepage
Search | Browse | Links | From-our-Editor | Books | Help | Contact | Privacy | Disclaimer | Copyright Notice